| 2025 | KDD | Breiman meets Bellman: Non-Greedy Decision Trees with MDPs. | Hector Kohler, Riad Akrour, Philippe Preux |
| 2023 | AAAI | Soft Action Priors: Towards Robust Policy Transfer. | Matheus Centa, Philippe Preux |
| 2021 | CLUSTER | READYS: A Reinforcement Learning Based Strategy for Heterogeneous Dynamic Scheduling. | Nathan Grinsztajn, Olivier Beaumont, Emmanuel Jeannot, Philippe Preux |
| 2021 | ICLR | Adversarially Guided Actor-Critic. | Yannis Flet-Berliac, Johan Ferret, Olivier Pietquin, Philippe Preux, Matthieu Geist |
| 2021 | ICLR | Learning Value Functions in Deep Policy Gradients using Residual Variance. | Yannis Flet-Berliac, Reda Ouhamma, Odalric-Ambrym Maillard, Philippe Preux |
| 2021 | IJCAI | Don't Do What Doesn't Matter: Intrinsic Motivation with Action Usefulness. | Mathieu Seurin, Florian Strub, Philippe Preux, Olivier Pietquin |
| 2020 | IJCAI | Only Relevant Information Matters: Filtering Out Noisy Samples To Boost RL. | Yannis Flet-Berliac, Philippe Preux |
| 2020 | IJCNN | "I'm Sorry Dave, I'm Afraid I Can't Do That" Deep Q-Learning from Forbidden Actions. | Mathieu Seurin, Philippe Preux, Olivier Pietquin |
| 2020 | Interspeech | A Machine of Few Words: Interactive Speaker Recognition with Reinforcement Learning. | Mathieu Seurin, Florian Strub, Philippe Preux, Olivier Pietquin |
| 2018 | ECCV | Visual Reasoning with Multi-hop Feature Modulation. | Florian Strub, Mathieu Seurin, Ethan Perez, Harm de Vries, Jrmie Mary, Philippe Preux, Aaron C. Courville, Olivier Pietquin |
| 2018 | ICSE | Correctness attraction: a study of stability of software behavior under runtime perturbation. | Benjamin Danglot, Philippe Preux, Benoit Baudry, Martin Monperrus |
| 2016 | ICONIP | Sequential Collaborative Ranking Using (No-)Click Implicit Feedback. | Frdric Guillou, Romaric Gaudel, Philippe Preux |
| 2016 | ICSE | A learning algorithm for change impact prediction. | Vincenzo Musco, Antonin Carette, Martin Monperrus, Philippe Preux |
| 2016 | ICTAI | Preference-Like Score to Cope with Cold-Start User in Recommender Systems. | Crcia Z. Felcio, Klrisson V. R. Paixo, Clia A. Z. Barcelos, Philippe Preux |
| 2016 | SCAM | Mutation-Based Graph Inference for Fault Localization. | Vincenzo Musco, Martin Monperrus, Philippe Preux |
| 2015 | CEC | Simultaneous optimistic optimization on the noiseless BBOB testbed. | Bilel Derbel, Philippe Preux |
| 2015 | ICSE | An Experimental Protocol for Analyzing the Accuracy of Software Error Impact Analysis. | Vincenzo Musco, Martin Monperrus, Philippe Preux |
| 2014 | CEC | Bandits attack function optimization. | Philippe Preux, Rmi Munos, Michal Valko |
| 2014 | ICML | Improving offline evaluation of contextual bandit algorithms via bootstrapping techniques. | Jrmie Mary, Philippe Preux, Olivier Nicol |
| 2014 | MSR | Understanding software evolution: the maisqual ant data set. | Boris Baldassari, Philippe Preux |
| 2013 | ICML | A Generalized Kernel Approach to Structured Output Learning. | Hachem Kadri, Mohammad Ghavamzadeh, Philippe Preux |
| 2011 | ICASSP | Learning vocal tract variables with multi-task kernels. | Hachem Kadri, Emmanuel Duflos, Philippe Preux |
| 2011 | ICML | Functional Regularized Least Squares Classication with Operator-valued Kernels. | Hachem Kadri, Asma Rabaoui, Philippe Preux, Emmanuel Duflos, Alain Rakotomamonjy |
| 2010 | ICDM | Advertising Campaigns Management: Should We Be Greedy? | Sertan Girgin, Jrmie Mary, Philippe Preux, Olivier Nicol |
| 2010 | ICONIP | The Iso-regularization Descent Algorithm for the LASSO. | Manuel Loth, Philippe Preux |
| 2009 | ICMLA | ECON: A Kernel Basis Pursuit Algorithm with Automatic Feature Parameter Tuning, and its Application to Photometric Solids Approximation. | Manuel Loth, Philippe Preux, Samuel Delepoulle, Christophe Renaud |
| 2008 | EUROGP | Feature Discovery in Reinforcement Learning Using Genetic Programming. | Sertan Girgin, Philippe Preux |
| 2008 | ICMLA | Basis Function Construction in Reinforcement Learning Using Cascade-Correlation Learning Architecture. | Sertan Girgin, Philippe Preux |
| 2007 | ESANN | A unified view of TD algorithms, introducing Full-gradient TD and Equi-gradient descent TD. | Manuel Loth, Philippe Preux, Manuel Davy |
| 1998 | PPSN | A Bit-Wise Epistasis Measure for Binary Search Spaces. | Cyril Fonlupt, Denis Robilliard, Philippe Preux |
| 1998 | SMC | The fitness function and its impact on local search methods. | David Duvivier, Philippe Preux, Cyril Fonlupt, Denis Robilliard, El-Ghazali Talbi |
| 1996 | PPSN | Climbing Up NP-Hard Hills. | David Duvivier, Philippe Preux, El-Ghazali Talbi |
| 1992 | ISCA | Performance improvement for vector pipeline multiprocessor systems using a disordered execution model. | M. Tahar Kechadi, Jean-Luc Dekeyser, Philippe Marquet, Philippe Preux |